{
    "componentChunkName": "component---src-layouts-insight-tsx",
    "path": "/en/insights/intelligent-document-parsing/",
    "result": {"data":{"locales":{"edges":[{"node":{"ns":"translation","data":"{\"...\":\"...\",\"<0>General and business enquiries</0><br/>Monday to Friday, from 8:00 AM to 8:00 PM UTC+1<br/><br/><5>Support requests</5><br/>24/7<br/>\":\"<0>General and business enquiries</0><br/>Monday to Friday, from 8:00 AM to 8:00 PM UTC+1<br/><br/><5>Support requests</5><br/>24/7<br/>\",\"ACME\":\"ACME\",\"About\":\"About\",\"About you\":\"About you\",\"Browse the sitemap\":\"Browse the sitemap\",\"Business enquiry\":\"Business enquiry\",\"Careers\":\"Careers\",\"Company name\":\"Company name\",\"Consent options\":\"Consent options\",\"Contact\":\"Contact\",\"Contact name\":\"Contact name\",\"Contact options\":\"Contact options\",\"Contact portal\":\"Contact portal\",\"Contact preferences\":\"Contact preferences\",\"Contact us\":\"Contact us\",\"Contract number\":\"Contract number\",\"Discover our latest insights on this topic\":\"Discover our latest insights on this topic\",\"Discuss the latest technologies in the {{industry}} field, and discover how we could help you leverage technology to take the lead.\":\"Discuss the latest technologies in the {{industry}} field, and discover how we could help you leverage technology to take the lead.\",\"Email\":\"Email\",\"General enquiry\":\"General enquiry\",\"Get back home\":\"Get back home\",\"Get in touch\":\"Get in touch\",\"Getting in touch\":\"Getting in touch\",\"Getting in touch with Lleed & Partners\":\"Getting in touch with Lleed & Partners\",\"High stakes are not an issue.\":\"High stakes are not an issue.\",\"Home\":\"Home\",\"I am interested in the Lleed & Partners free digital audit program.\":\"I am interested in the Lleed & Partners free digital audit program.\",\"I hereby allow Lleed & Partners to process the data in this form.<br/><2>Lleed & Partners will not distribute your data to third parties. Lleed & Partners will not use your data for marketing purposes.</2>\":\"I hereby allow Lleed & Partners to process the data in this form.<br/><2>Lleed & Partners will not distribute your data to third parties. Lleed & Partners will not use your data for marketing purposes.</2>\",\"I need support\":\"I need support\",\"I prefer to be contacted by email\":\"I prefer to be contacted by email\",\"I prefer to be contacted by phone\":\"I prefer to be contacted by phone\",\"If you believe this is an error, <2>please contact us.</2>\":\"If you believe this is an error, <2>please contact us.</2>\",\"If you need help regarding a technical or administrative aspect of an existing Lleed & Partners contract, we will make sure that your request is triaged to the right hands as fast as possible.\":\"If you need help regarding a technical or administrative aspect of an existing Lleed & Partners contract, we will make sure that your request is triaged to the right hands as fast as possible.\",\"If you would like to discuss some aspect of your business, get more information about our operations or for press purposes. We will get back to you in the promptest fasion.\":\"If you would like to discuss some aspect of your business, get more information about our operations or for press purposes. We will get back to you in the promptest fasion.\",\"If you would like to discuss your needs with our business experts. Lleed & Partners strive to fulfill your needs with comprehensive and appropriate solutions.\":\"If you would like to discuss your needs with our business experts. Lleed & Partners strive to fulfill your needs with comprehensive and appropriate solutions.\",\"Industries\":\"Industries\",\"Information about the issue\":\"Information about the issue\",\"Issue\":\"Issue\",\"John Doe\":\"John Doe\",\"Join us\":\"Join us\",\"Learn more\":\"Learn more\",\"Legal information\":\"Legal information\",\"Let us know more about the issue you are encountering.\":\"Let us know more about the issue you are encountering.\",\"Let us know more about what you would like to discuss.\":\"Let us know more about what you would like to discuss.\",\"Let us know more about your needs, and any solutions that you envision and that we could discuss.\":\"Let us know more about your needs, and any solutions that you envision and that we could discuss.\",\"Limited liability company with share capital of CHF 20,000\":\"Limited liability company with share capital of CHF 20,000\",\"List of all pages available in your current language.\":\"List of all pages available in your current language.\",\"Lleed & Partners S.à.R.L.\":\"Lleed & Partners S.à.R.L.\",\"Lleed & Partners audits your digital usage for free. We then discuss with you which solutions, if any, would prove useful to improve your day-to-day operations.\":\"Lleed & Partners audits your digital usage for free. We then discuss with you which solutions, if any, would prove useful to improve your day-to-day operations.\",\"Lleed & Partners is expanding accross the world.<br/><br/>We are looking for talents with various profiles, who would like to direct their career path. Feeling ambitious? See our current job openings on LinkedIn.\":\"Lleed & Partners is expanding accross the world.<br/><br/>We are looking for talents with various profiles, who would like to direct their career path. Feeling ambitious? See our current job openings on LinkedIn.\",\"Online form\":\"Online form\",\"Open positions\":\"Open positions\",\"Opening hours\":\"Opening hours\",\"Other contact options\":\"Other contact options\",\"Phone\":\"Phone\",\"Please give us more information about the impacted project.\":\"Please give us more information about the impacted project.\",\"Please give us more information about you and your company, so that we can best fit your needs and get back to you.\":\"Please give us more information about you and your company, so that we can best fit your needs and get back to you.\",\"Please give us more information about you and your company, so that we can best understand your request.\":\"Please give us more information about you and your company, so that we can best understand your request.\",\"Please provide either a contract number or company name and contact information. If you provide us with a contract number, we will use the contact information on the contract or our most recent point of contact for this project.\":\"Please provide either a contract number or company name and contact information. If you provide us with a contract number, we will use the contact information on the contract or our most recent point of contact for this project.\",\"Please, give us more information about your contact here.\":\"Please, give us more information about your contact here.\",\"Please, let us know more about your business and needs, and how we can reach back to you.\":\"Please, let us know more about your business and needs, and how we can reach back to you.\",\"Please, let us know what are the issues we can help you with today.\":\"Please, let us know what are the issues we can help you with today.\",\"Please, let us know what subject you would like to discuss. Our teams will happily answer any question.\":\"Please, let us know what subject you would like to discuss. Our teams will happily answer any question.\",\"Published on {{date}}\":\"Published on {{date}}\",\"Quick access\":\"Quick access\",\"Raise ticket online\":\"Raise ticket online\",\"Read more\":\"Read more\",\"Registered in Geneva as CHE–279.374.453\":\"Registered in Geneva as CHE–279.374.453\",\"Related insights\":\"Related insights\",\"Related services\":\"Related services\",\"Rue de la cité 1, 1204 Geneva, Switzerland\":\"Rue de la cité 1, 1204 Geneva, Switzerland\",\"Services\":\"Services\",\"Sitemap\":\"Sitemap\",\"Social\":\"Social\",\"Start a discussion\":\"Start a discussion\",\"Submit this form\":\"Submit this form\",\"Support\":\"Support\",\"Support request\":\"Support request\",\"Talk to an advisor\":\"Talk to an advisor\",\"Tell us your issue...\":\"Tell us your issue...\",\"Tell us your needs...\":\"Tell us your needs...\",\"Thank you\":\"Thank you\",\"Thank your for reaching out to us today. We will make all our possible to get back to you in a timely manner.\":\"Thank your for reaching out to us today. We will make all our possible to get back to you in a timely manner.\",\"This page might have been deleted or may not be available in your region.\":\"This page might have been deleted or may not be available in your region.\",\"To make sure we connect you with the most relevant team at Lleed & Partners, please select your main reason for contacting us today.\":\"To make sure we connect you with the most relevant team at Lleed & Partners, please select your main reason for contacting us today.\",\"Updated on {{date}}\":\"Updated on {{date}}\",\"We are committed to open source\":\"We are committed to open source\",\"We believe that open-sourcing our researches will benefit a greater audience. From new business workflows to leading edge artificial intelligence technologies, Lleed & Partners is part of something bigger.\":\"We believe that open-sourcing our researches will benefit a greater audience. From new business workflows to leading edge artificial intelligence technologies, Lleed & Partners is part of something bigger.\",\"We could not find what you are looking for.\":\"We could not find what you are looking for.\",\"Whether it is for a business enquiry, a need for help or just to discuss some topics, we will make sure that one of our business experts responds as soon as possible.\":\"Whether it is for a business enquiry, a need for help or just to discuss some topics, we will make sure that one of our business experts responds as soon as possible.\",\"Would you like to audit your current digital efficiency?\":\"Would you like to audit your current digital efficiency?\",\"You are seconds away from getting help.\":\"You are seconds away from getting help.\",\"Your business needs\":\"Your business needs\",\"Your message\":\"Your message\",\"Your needs\":\"Your needs\",\"john.doe@acme.com\":\"john.doe@acme.com\",\"lleedpartners.contact-description\":\"Get in touch with our experts for business, support or general matters.\",\"lleedpartners.contact-description-business-enquiry\":\"Get in touch with our business experts to discuss your needs or schedule an audit.\",\"lleedpartners.contact-description-general-enquiry\":\"Get in touch with our team to discuss a subject or for press matters.\",\"lleedpartners.contact-description-support\":\"Get in touch with our operation teams for technical and administrative support.\",\"lleedpartners.contact-meta-thank-you\":\"Thanks for getting in touch with Lleed & Partners.\",\"lleedpartners.meta-description\":\"We are a digital consulting firm, creating state-of-the-art solutions in the domains of business automation, data science and machine learning. We provide software solutions that match your needs.\",\"Accept fair cookies\":\"Accept fair cookies\",\"All insights\":\"All insights\",\"Audit your digital presence\":\"Audit your digital presence\",\"Cancel\":\"Cancel\",\"Case Studies & Insights\":\"Case Studies & Insights\",\"Cookies\":\"Cookies\",\"Customize\":\"Customize\",\"Discover all our insights from newest to oldest\":\"Discover all our insights from newest to oldest\",\"Discover our latest case studies and insights on the business world\":\"Discover our latest case studies and insights on the business world\",\"Discover our latest insights into the digital world and selected projects that emphasize digitalization in businesses.\":\"Discover our latest insights into the digital world and selected projects that emphasize digitalization in businesses.\",\"Enable\":\"Enable\",\"External\":\"External\",\"I need help\":\"I need help\",\"Insights\":\"Insights\",\"Insights and case studies\":\"Insights and case studies\",\"Latest insight\":\"Latest insight\",\"Save choices\":\"Save choices\",\"We have worked with top companies worldwide to satisfy their most demanding needs.\":\"We have worked with top companies worldwide to satisfy their most demanding needs.\",\"We use Google Tag Manager to analyze popular pages and common user interactions on our website.\":\"We use Google Tag Manager to analyze popular pages and common user interactions on our website.\",\"We use anonymous cookies to improve your experience on our website. We do not use your data for advertising or marketing purposes.\":\"We use anonymous cookies to improve your experience on our website. We do not use your data for advertising or marketing purposes.\",\"Cookie consent\":\"Cookie consent\",\"Discover our latest insights\":\"Discover our latest insights\",\"Legal\":\"Legal\",\"Privacy policy\":\"Privacy policy\",\"Digital transformation isn't going paperless anymore, it has become our century's business challenge. Here's how you can overcome it.\":\"Digital transformation isn't going paperless anymore, it has become our century's business challenge. Here's how you can overcome it.\",\"Free digital audit\":\"Free digital audit\",\"Be ahead of your time.\":\"Be ahead of your time.\",\"Discover how we can help you take advantage of newer technologies\":\"Discover how we can help you take advantage of newer technologies\",\"Start your digital transformation now\":\"Start your digital transformation now\",\"We leverage state-of-the-art technologies to improve your business.\":\"We leverage state-of-the-art technologies to improve your business.\",\"We solve business challenges with technology\":\"We solve business challenges with technology\",\"Want to know more about your digital performance? Lleed & Partners offers a free digital audit program to help you know more.\":\"Want to know more about your digital performance? Lleed & Partners offers a free digital audit program to help you know more.\",\"Automating metals sales processes:\":\"Automating metals sales processes:\",\"Discover how we leveraged teams' expertise along with next generation technologies to automate metals sales processes, increasing efficiency and ensuring compliance.\":\"Discover how we leveraged teams' expertise along with next generation technologies to automate metals sales processes, increasing efficiency and ensuring compliance.\",\"Download the brochure\":\"Download the brochure\",\"Enter your work email\":\"Enter your work email\",\"Learn how you can automate your processes,\":\"Learn how you can automate your processes,\",\"Our services\":\"Our services\",\"The company is a multinational mining group, particularly involved in aluminum. As of today, the firm has more than 40,000 employees worldwide. We collaborate with their freight, aluminum and copper trading teams around the world to design and developed a tailor-made web solution in collaboration with the firm's trading and digital teams.\":\"The company is a multinational mining group, particularly involved in aluminum. As of today, the firm has more than 40,000 employees worldwide. We collaborate with their freight, aluminum and copper trading teams around the world to design and developed a tailor-made web solution in collaboration with the firm's trading and digital teams.\",\"We believe that open-sourcing our researches will benefit a greater audience. From new business workflows to leading edge artificial intelligence technologies, Lleed & Partners makes its tools available to build a better future.\":\"We believe that open-sourcing our researches will benefit a greater audience. From new business workflows to leading edge artificial intelligence technologies, Lleed & Partners makes its tools available to build a better future.\",\"leveraging your own expertise.\":\"leveraging your own expertise.\",\"reducing friction and increasing efficiency.\":\"reducing friction and increasing efficiency.\",\"Automating metals sales processes\":\"Automating metals sales processes\",\"Download\":\"Download\",\"Downloading your file...\":\"Downloading your file...\",\"Your download should start automatically. If it doesn't, please click the button below.\":\"Your download should start automatically. If it doesn't, please click the button below.\",\"Lleed & Partners experts are here to help you in the digitalisation process, from strategy to implementation. Let's discuss your current needs, and how we can help you achieve your goals.\":\"Lleed & Partners experts are here to help you in the digitalisation process, from strategy to implementation. Let's discuss your current needs, and how we can help you achieve your goals.\",\"Elevate your FFA intraday data\":\"Elevate your FFA intraday data\",\"FFA Intraday Data\":\"FFA Intraday Data\",\"FFA Intraday Data:\":\"FFA Intraday Data:\",\"Get a free sample of our FFA intraday data as CSV and see how it can help you make better trading decisions. The download also includes a short brochure with more information about the data.\":\"Get a free sample of our FFA intraday data as CSV and see how it can help you make better trading decisions. The download also includes a short brochure with more information about the data.\",\"Leverage over-the-counter FFA market data to improve your trading strategies.\":\"Leverage over-the-counter FFA market data to improve your trading strategies.\",\"parsing unstructured data for live insights\":\"parsing unstructured data for live insights\"}","language":"en"}}]},"post":{"body":"var _excluded = [\"components\"];\n\nfunction _extends() { _extends = Object.assign || function (target) { for (var i = 1; i < arguments.length; i++) { var source = arguments[i]; for (var key in source) { if (Object.prototype.hasOwnProperty.call(source, key)) { target[key] = source[key]; } } } return target; }; return _extends.apply(this, arguments); }\n\nfunction _objectWithoutProperties(source, excluded) { if (source == null) return {}; var target = _objectWithoutPropertiesLoose(source, excluded); var key, i; if (Object.getOwnPropertySymbols) { var sourceSymbolKeys = Object.getOwnPropertySymbols(source); for (i = 0; i < sourceSymbolKeys.length; i++) { key = sourceSymbolKeys[i]; if (excluded.indexOf(key) >= 0) continue; if (!Object.prototype.propertyIsEnumerable.call(source, key)) continue; target[key] = source[key]; } } return target; }\n\nfunction _objectWithoutPropertiesLoose(source, excluded) { if (source == null) return {}; var target = {}; var sourceKeys = Object.keys(source); var key, i; for (i = 0; i < sourceKeys.length; i++) { key = sourceKeys[i]; if (excluded.indexOf(key) >= 0) continue; target[key] = source[key]; } return target; }\n\n/* @jsxRuntime classic */\n\n/* @jsx mdx */\nvar _frontmatter = {\n  \"title\": \"Intelligent Document Processing\",\n  \"excerpt\": \"A business study on Intelligent Document Processing and its strategical benefits to your workflows\",\n  \"created\": \"2021-10-31\",\n  \"modified\": \"2021-11-08\",\n  \"slug\": \"/insights/intelligent-document-parsing\",\n  \"category\": \"insight\",\n  \"author\": \"/member/lucas-giordano\",\n  \"headerImage\": \"https://miro.medium.com/max/1400/1*ejjcgvzsai4e1OkMZb4Gow.png\",\n  \"localImages\": [\"../../images/content/idp_insight/idp_statistics.png\", \"../../images/content/idp_insight/idp_system.png\", \"../../images/content/idp_insight/idp_example.png\"]\n};\nvar layoutProps = {\n  _frontmatter: _frontmatter\n};\nvar MDXLayout = \"wrapper\";\nreturn function MDXContent(_ref) {\n  var components = _ref.components,\n      props = _objectWithoutProperties(_ref, _excluded);\n\n  return mdx(MDXLayout, _extends({}, layoutProps, props, {\n    components: components,\n    mdxType: \"MDXLayout\"\n  }), mdx(\"p\", null, \"Document processing is inherent to any enterprise workflow. The numerous existing document formats, whether they are physical or digital, allow employees to efficiently share ideas and communicate both inside and outside their working environment. However, this vast and diversified world of commonly used formats (PDF, images, scans) does not always offer the flexibility needed by their users to fulfill their computer daily tasks.\"), mdx(\"blockquote\", null, mdx(\"p\", {\n    parentName: \"blockquote\"\n  }, \"The data is being constrained by the very medium which contains it\")), mdx(\"p\", null, \"These tasks involve manual document classification (file organization, centralization across several computers, etc.), data extraction, excel conversion, document scanning, etc. They are often bottlenecks in the enterprise's productivity. In fact, every interaction with a document increases processing time and is error-prone.\"), mdx(\"p\", null, mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://esign.adobe.com/rs/345-TTI-184/images/idc-bridging-the-document-disconnect-sales.pdf\"\n  }, \"IDC, sponsored by Adobe\"), \", has carried out research on the operations of more than 1'500 line-of-business leaders to assess how document processing impacts business processes. Some striking figures can be found below\"), mdx(PostContentsContainer, {\n    position: \"center\",\n    mdxType: \"PostContentsContainer\"\n  }, mdx(GatsbyImage, {\n    image: getImage(props.localImages[0]),\n    alt: \"\",\n    mdxType: \"GatsbyImage\"\n  })), mdx(\"p\", null, \"IDC concludes that disconnected document processes adversely impact revenue, create audit issues, reduce business agility, employee productivity and increase operating costs while having a strong negative impact on customer experience. Nevertheless, recent developments in Artificial Intelligence and Machine Learning provide the necessary tools to address some of these issues.\"), mdx(\"h2\", {\n    \"id\": \"towards-intelligent-document-processing\"\n  }, \"Towards \\u201CIntelligent\\u201D Document Processing\"), mdx(\"p\", null, \"Intelligent Document Processing (IDP) aims to provide end-to-end automation to document business processes. IDP is at the junction of Artificial Intelligence (AI), Machine Learning (ML), and Natural Language Processing (NLP). It works best in companies dealing with large volumes of heterogeneous data. However, every company can benefit from IDE to speed up its processes, reduce the number of errors and dependency on human intervention.\"), mdx(\"blockquote\", null, mdx(\"p\", {\n    parentName: \"blockquote\"\n  }, \"Intelligent Document Processing is an integral part of Digital Transformation\")), mdx(\"p\", null, \"A key step to grasp how IDP works is to distinguish between different structures of documents. The categories below are ordered by increasing amount of time required to extract information from documents.\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"h4\", {\n    parentName: \"li\",\n    \"id\": \"structured-documents--the-content-of-these-documents-is-well-organized-they-share-a-common-digital-structure-such-as-an-excel-spreadsheet-computer-systems-can-directly-benefit-from-it-to-extractquery-information-and-even-automatically-store-them-into-a-database-json-is-also-a-widely-used-structured-format-in-web-systems-to-store-data\"\n  }, \"Structured documents : the content of these documents is well-organized. They share a common digital structure, such as an Excel spreadsheet. Computer systems can directly benefit from it to extract/query information and even automatically store them into a database. JSON is also a widely-used structured format in web-systems to store data.\")), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"h4\", {\n    parentName: \"li\",\n    \"id\": \"semi-structured-documents--we-are-referring-to-order-forms-invoices-or-more-generally-any-document-generated-from-a-template-but-not-bound-to-specific-data-fields\"\n  }, \"Semi-structured documents : we are referring to order forms, invoices or, more generally, any document generated from a template, but not bound to specific data fields.\")), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"h4\", {\n    parentName: \"li\",\n    \"id\": \"unstructured-documents--if-you-can-freely-choose-the-designtemplate-of-a-document-you-are-most-likely-dealing-with-an-unstructured-document-examples-are-contracts-articles-or-letters\"\n  }, \"Unstructured documents : if you can freely choose the design/template of a document, you are most likely dealing with an unstructured document. Examples are contracts, articles or letters.\"))), mdx(\"p\", null, \"The goal of any IDP system is to convert any document (invoice, form, report, scans, etc.) into the first category, aka a structured document.\"), mdx(PostContentsContainer, {\n    position: \"center\",\n    mdxType: \"PostContentsContainer\"\n  }, mdx(GatsbyImage, {\n    image: getImage(props.localImages[1]),\n    alt: \"\",\n    mdxType: \"GatsbyImage\"\n  })), mdx(PostContentsTitle, {\n    title: mdx(Title, {\n      title: \"Time for an example\",\n      subtitle: \"\",\n      mdxType: \"Title\"\n    }),\n    mdxType: \"PostContentsTitle\"\n  }), mdx(\"p\", null, \"The following picture illustrates how an invoice can be transformed in a tabular file such as excel. In the output format, the invoice can easily be sent to an invoice database, without the need of any human intervention. That's the power of IDP.\"), mdx(PostContentsContainer, {\n    position: \"center\",\n    mdxType: \"PostContentsContainer\"\n  }, mdx(GatsbyImage, {\n    image: getImage(props.localImages[2]),\n    alt: \"\",\n    mdxType: \"GatsbyImage\"\n  })), mdx(\"p\", null, \"If you want to dive into the technical implementation details, please check our technical insight on \", mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://medium.com/@augustinkapps/f2a556baeb36\"\n  }, \"document tagging and classification\"), \", which presents an open-source framework to perform IDP tasks in Python.\"), mdx(\"h3\", {\n    \"id\": \"references\"\n  }, \"References\"), mdx(\"p\", null, mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://research.aimultiple.com/document-automation/\"\n  }, \"The Ultimate Guide to Document Automation 2021\")), mdx(\"p\", null, mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://nanonets.com/\"\n  }, \"Intelligent Document Processing with AI\")), mdx(\"p\", null, mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://heartbeat.comet.ml/why-ai-is-the-next-step-in-document-processing-1941785c5425\"\n  }, \"Why AI Is the Next Step in Document Processing ?\")), mdx(\"p\", null, mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://www.infrrd.ai/blog/business-impact-of-intelligent-document-processing\"\n  }, \"Business Impact of Intelligent Document Processing\")), mdx(\"p\", null, mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://www.bizdata.com.au/blogpost.php?p=can-ai-help-overcome-document-bottlenecks\"\n  }, \"Can AI Help Overcome Document Bottlenecks\")), mdx(\"style\", {\n    \"className\": \"grvsc-styles\"\n  }, \"\\n  .grvsc-container {\\n    overflow: auto;\\n    position: relative;\\n    -webkit-overflow-scrolling: touch;\\n    padding-top: 1rem;\\n    padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem));\\n    padding-bottom: 1rem;\\n    padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem));\\n    border-radius: 8px;\\n    border-radius: var(--grvsc-border-radius, 8px);\\n    font-feature-settings: normal;\\n    line-height: 1.4;\\n  }\\n  \\n  .grvsc-code {\\n    display: table;\\n  }\\n  \\n  .grvsc-line {\\n    display: table-row;\\n    box-sizing: border-box;\\n    width: 100%;\\n    position: relative;\\n  }\\n  \\n  .grvsc-line > * {\\n    position: relative;\\n  }\\n  \\n  .grvsc-gutter-pad {\\n    display: table-cell;\\n    padding-left: 0.75rem;\\n    padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2);\\n  }\\n  \\n  .grvsc-gutter {\\n    display: table-cell;\\n    -webkit-user-select: none;\\n    -moz-user-select: none;\\n    user-select: none;\\n  }\\n  \\n  .grvsc-gutter::before {\\n    content: attr(data-content);\\n  }\\n  \\n  .grvsc-source {\\n    display: table-cell;\\n    padding-left: 1.5rem;\\n    padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem));\\n    padding-right: 1.5rem;\\n    padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem));\\n  }\\n  \\n  .grvsc-source:empty::after {\\n    content: ' ';\\n    -webkit-user-select: none;\\n    -moz-user-select: none;\\n    user-select: none;\\n  }\\n  \\n  .grvsc-gutter + .grvsc-source {\\n    padding-left: 0.75rem;\\n    padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2);\\n  }\\n  \\n  /* Line transformer styles */\\n  \\n  .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before {\\n    content: ' ';\\n    position: absolute;\\n    width: 100%;\\n  }\\n  \\n  .grvsc-line-diff-add::before {\\n    background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2));\\n  }\\n  \\n  .grvsc-line-diff-del::before {\\n    background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2));\\n  }\\n  \\n  .grvsc-line-number {\\n    padding: 0 2px;\\n    text-align: right;\\n    opacity: 0.7;\\n  }\\n  \\n\"));\n}\n;\nMDXContent.isMDXComponent = true;","frontmatter":{"category":"insight","created":"2021-10-31","createdFormatted":"October 31, 2021","modified":"2021-11-08","modifiedFormatted":"November 8, 2021","excerpt":"A business study on Intelligent Document Processing and its strategical benefits to your workflows","author":{"firstName":"Lucas","lastName":"Giordano","role":"Data science expert","isMember":true,"location":"Lausanne, Switzerland","picture":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#f8f8f8","images":{"fallback":{"src":"/static/3aaddbbd1f4a58cf841b173dc3f0f225/279f8/lucas-giordano.jpg","srcSet":"/static/3aaddbbd1f4a58cf841b173dc3f0f225/b9c41/lucas-giordano.jpg 169w,\n/static/3aaddbbd1f4a58cf841b173dc3f0f225/1c36c/lucas-giordano.jpg 338w,\n/static/3aaddbbd1f4a58cf841b173dc3f0f225/279f8/lucas-giordano.jpg 675w","sizes":"(min-width: 675px) 675px, 100vw"},"sources":[{"srcSet":"/static/3aaddbbd1f4a58cf841b173dc3f0f225/17578/lucas-giordano.webp 169w,\n/static/3aaddbbd1f4a58cf841b173dc3f0f225/18d57/lucas-giordano.webp 338w,\n/static/3aaddbbd1f4a58cf841b173dc3f0f225/bd209/lucas-giordano.webp 675w","type":"image/webp","sizes":"(min-width: 675px) 675px, 100vw"}]},"width":675,"height":673.9999999999999}}},"linkedin":"https://www.linkedin.com/in/giordano-lucas/"},"headerImage":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#080808","images":{"fallback":{"src":"/static/8d980383e32353991eb6160e43b819cb/ea2c7/1*ejjcgvzsai4e1OkMZb4Gow.png","srcSet":"/static/8d980383e32353991eb6160e43b819cb/8c11c/1*ejjcgvzsai4e1OkMZb4Gow.png 250w,\n/static/8d980383e32353991eb6160e43b819cb/471f5/1*ejjcgvzsai4e1OkMZb4Gow.png 500w,\n/static/8d980383e32353991eb6160e43b819cb/ea2c7/1*ejjcgvzsai4e1OkMZb4Gow.png 1000w","sizes":"(min-width: 1000px) 1000px, 100vw"},"sources":[{"srcSet":"/static/8d980383e32353991eb6160e43b819cb/8f027/1*ejjcgvzsai4e1OkMZb4Gow.webp 250w,\n/static/8d980383e32353991eb6160e43b819cb/af253/1*ejjcgvzsai4e1OkMZb4Gow.webp 500w,\n/static/8d980383e32353991eb6160e43b819cb/4538d/1*ejjcgvzsai4e1OkMZb4Gow.webp 1000w","type":"image/webp","sizes":"(min-width: 1000px) 1000px, 100vw"}]},"width":1000,"height":600}}},"localHeaderImage":null,"localImages":[{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#080808","images":{"fallback":{"src":"/static/9d52061a2c7810279cfcb6e9ae8e2f05/ea2c7/idp_statistics.png","srcSet":"/static/9d52061a2c7810279cfcb6e9ae8e2f05/8c11c/idp_statistics.png 250w,\n/static/9d52061a2c7810279cfcb6e9ae8e2f05/471f5/idp_statistics.png 500w,\n/static/9d52061a2c7810279cfcb6e9ae8e2f05/ea2c7/idp_statistics.png 1000w","sizes":"(min-width: 1000px) 1000px, 100vw"},"sources":[{"srcSet":"/static/9d52061a2c7810279cfcb6e9ae8e2f05/8f027/idp_statistics.webp 250w,\n/static/9d52061a2c7810279cfcb6e9ae8e2f05/af253/idp_statistics.webp 500w,\n/static/9d52061a2c7810279cfcb6e9ae8e2f05/4538d/idp_statistics.webp 1000w","type":"image/webp","sizes":"(min-width: 1000px) 1000px, 100vw"}]},"width":1000,"height":600}}},{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#080808","images":{"fallback":{"src":"/static/8a454d9baa9fabdb6e733732d4e1b0e3/9c69e/idp_system.png","srcSet":"/static/8a454d9baa9fabdb6e733732d4e1b0e3/7c0b5/idp_system.png 200w,\n/static/8a454d9baa9fabdb6e733732d4e1b0e3/a8ed9/idp_system.png 400w,\n/static/8a454d9baa9fabdb6e733732d4e1b0e3/9c69e/idp_system.png 800w","sizes":"(min-width: 800px) 800px, 100vw"},"sources":[{"srcSet":"/static/8a454d9baa9fabdb6e733732d4e1b0e3/f9911/idp_system.webp 200w,\n/static/8a454d9baa9fabdb6e733732d4e1b0e3/3d164/idp_system.webp 400w,\n/static/8a454d9baa9fabdb6e733732d4e1b0e3/3d761/idp_system.webp 800w","type":"image/webp","sizes":"(min-width: 800px) 800px, 100vw"}]},"width":800,"height":1200}}},{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#080808","images":{"fallback":{"src":"/static/403081fd7e728c97a40dea933c547a67/ea2c7/idp_example.png","srcSet":"/static/403081fd7e728c97a40dea933c547a67/8c11c/idp_example.png 250w,\n/static/403081fd7e728c97a40dea933c547a67/471f5/idp_example.png 500w,\n/static/403081fd7e728c97a40dea933c547a67/ea2c7/idp_example.png 1000w","sizes":"(min-width: 1000px) 1000px, 100vw"},"sources":[{"srcSet":"/static/403081fd7e728c97a40dea933c547a67/8f027/idp_example.webp 250w,\n/static/403081fd7e728c97a40dea933c547a67/af253/idp_example.webp 500w,\n/static/403081fd7e728c97a40dea933c547a67/4538d/idp_example.webp 1000w","type":"image/webp","sizes":"(min-width: 1000px) 1000px, 100vw"}]},"width":1000,"height":600}}}],"remoteImages":null,"slug":"/insights/intelligent-document-parsing","title":"Intelligent Document Processing"}},"relatedServices":{"search":{"took":6,"timed_out":false,"_shards":{"total":9,"successful":9,"skipped":0,"failed":0},"hits":{"total":{"value":8,"relation":"eq"},"max_score":44.267,"hits":[{"_index":"lleedpartners-mdx","_type":"_doc","_id":"7cd5731d-0272-5306-9809-44629cd6dd93","_score":44.267,"_ignored":["frontmatter.headerImage.childImageSharp.gatsbyImageData.images.sources.srcSet.keyword","body.keyword","frontmatter.headerImage.childImageSharp.gatsbyImageData.images.fallback.srcSet.keyword"],"_source":{"fields":{"langKey":"en"},"frontmatter":{"title":"Artificial Intelligence and Machine Learning","subtitle":"AI and ML allow you to facilitate complex tasks.","slug":"/services/business/artificial-intelligence-ml","category":"service","headerImage":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#082868","images":{"fallback":{"src":"/static/a1fae67d95b6bcd6e90d5bc25223bfd2/6afb5/photo-1658955827223-5c75d28fd3b7.jpg","srcSet":"/static/a1fae67d95b6bcd6e90d5bc25223bfd2/acb90/photo-1658955827223-5c75d28fd3b7.jpg 518w,\n/static/a1fae67d95b6bcd6e90d5bc25223bfd2/afa78/photo-1658955827223-5c75d28fd3b7.jpg 1036w,\n/static/a1fae67d95b6bcd6e90d5bc25223bfd2/6afb5/photo-1658955827223-5c75d28fd3b7.jpg 2071w","sizes":"(min-width: 2071px) 2071px, 100vw"},"sources":[{"srcSet":"/static/a1fae67d95b6bcd6e90d5bc25223bfd2/c6073/photo-1658955827223-5c75d28fd3b7.webp 518w,\n/static/a1fae67d95b6bcd6e90d5bc25223bfd2/0cef7/photo-1658955827223-5c75d28fd3b7.webp 1036w,\n/static/a1fae67d95b6bcd6e90d5bc25223bfd2/25f7a/photo-1658955827223-5c75d28fd3b7.webp 2071w","type":"image/webp","sizes":"(min-width: 2071px) 2071px, 100vw"}]},"width":2071,"height":1381}}},"localHeaderImage":null,"excerpt":null,"description":"Artificial Intelligence and Machine Learning allow you to facilitate complex and scalable tasks so that you can focus on higher value-added tasks.","icon":"Cognitive32","published":null},"body":"Artificial Intelligence and Machine Learning Artificial Intelligence and Machine Learning allow you to facilitate complex and scalable tasks so that you can focus on higher value-added tasks. Machine Learning (ML) is a subcategory of AI that allows machines to learn from data. AI and ML are technologies that allow you to solve complex problems and make intelligent decisions. These technologies are used in many fields, including finance, health care, manufacturing, retail, and utilities. Their generalization is transforming the way businesses operate and interact with their customers, as well as the way they work. AI and ML open the door to processes and actions that have historically been difficult to automate because they are unstructured, repetitive, or require a degree of freedom. These technologies allow you to process unstructured data, make intelligent decisions, and solve complex problems. While they are not magic tools, they allow you to save valuable time on moderately complex tasks, and can also be a valuable assistance for complex tasks. Use cases of Artificial Intelligence and Machine Learning in business Today, AI and ML are widely deployed in large companies, and are becoming more and more popular in smaller companies, even at the individual level. Consumer AI started to appear in the 2000s, with voice assistants such as Siri or Alexa. Recently, the arrival of ChatGPT and its equivalents has generalized the use of language models for text generation for personal use. In the business world, Artificial Intelligence is widely deployed, and for a growing variety of tasks. Artificial Intelligence allows to detect objects, trajectories, but also sounds. These technologies are used for the autonomous driving of vehicles, but also for the detection of faces and the validation of identity documents for example. Recommendation systems are used to offer relevant products to customers, but also to offer relevant content to users of streaming platforms. Anomaly detection systems are used to detect unusual behavior in data. These systems are used to detect fraud, but also to detect failures in industrial systems. Data structuring systems transform unstructured data into structured data. These systems are used to transform documents into exploitable data, but also to transform images into exploitable data, emails or conversations. Today, Lleed & Partners supports its largest clients in the valorization of their unstructured communication channels (WhatsApp, email, etc.). These channels are a difficult to exploit data field: their structuring allows them to be valued. Reading WhatsApp exchanges makes it possible in particular to follow the offers and commercial exchanges carried out, and subsequently to easily fill the obligations of compliance, follow-up of the sales, and reporting. All this automatically, and in just a few seconds. These automatisms allow our clients to concentrate on tasks with higher added value, and to save valuable time in obtaining this data, at a lower cost. Artificial Intelligence and Machine Learning at Lleed & Partners Lleed & Partners offers its clients comprehensive support in the implementation of Artificial Intelligence and Machine Learning solutions, from prototyping to production. The Artificial Intelligence departments in Paris and Geneva allow us to offer tailor-made, state-of-the-art solutions, guaranteeing a good understanding of business issues and particularly confidentiality. .grvsc-container { overflow: auto; position: relative; -webkit-overflow-scrolling: touch; padding-top: 1rem; padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem)); padding-bottom: 1rem; padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem)); border-radius: 8px; border-radius: var(--grvsc-border-radius, 8px); font-feature-settings: normal; line-height: 1.4; } .grvsc-code { display: table; } .grvsc-line { display: table-row; box-sizing: border-box; width: 100%; position: relative; } .grvsc-line > * { position: relative; } .grvsc-gutter-pad { display: table-cell; padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } .grvsc-gutter { display: table-cell; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter::before { content: attr(data-content); } .grvsc-source { display: table-cell; padding-left: 1.5rem; padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)); padding-right: 1.5rem; padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem)); } .grvsc-source:empty::after { content: ' '; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter + .grvsc-source { padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } /* Line transformer styles */ .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before { content: ' '; position: absolute; width: 100%; } .grvsc-line-diff-add::before { background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2)); } .grvsc-line-diff-del::before { background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2)); } .grvsc-line-number { padding: 0 2px; text-align: right; opacity: 0.7; }","id":"7cd5731d-0272-5306-9809-44629cd6dd93","headerImage":"/static/a1fae67d95b6bcd6e90d5bc25223bfd2/6afb5/photo-1658955827223-5c75d28fd3b7.jpg","localHeaderImage":null}},{"_index":"lleedpartners-mdx","_type":"_doc","_id":"6cfb4fa1-751b-5836-8cc6-7f60138f48d6","_score":34.4962,"_ignored":["frontmatter.headerImage.childImageSharp.gatsbyImageData.images.sources.srcSet.keyword","body.keyword","frontmatter.headerImage.childImageSharp.gatsbyImageData.images.fallback.srcSet.keyword"],"_source":{"fields":{"langKey":"en"},"frontmatter":{"title":"UI/UX Design","subtitle":"User experience is a deal-breaking criteria in modern solutions","slug":"/services/software/ui-ux","category":"service","headerImage":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#d8d8d8","images":{"fallback":{"src":"/static/ac87c4392617b74ac7859150ea2a6c71/f183b/photo-1602576666092-bf6447a729fc.jpg","srcSet":"/static/ac87c4392617b74ac7859150ea2a6c71/23f11/photo-1602576666092-bf6447a729fc.jpg 1485w,\n/static/ac87c4392617b74ac7859150ea2a6c71/3fde5/photo-1602576666092-bf6447a729fc.jpg 2971w,\n/static/ac87c4392617b74ac7859150ea2a6c71/f183b/photo-1602576666092-bf6447a729fc.jpg 5941w","sizes":"(min-width: 5941px) 5941px, 100vw"},"sources":[{"srcSet":"/static/ac87c4392617b74ac7859150ea2a6c71/503bf/photo-1602576666092-bf6447a729fc.webp 1485w,\n/static/ac87c4392617b74ac7859150ea2a6c71/ab900/photo-1602576666092-bf6447a729fc.webp 2971w,\n/static/ac87c4392617b74ac7859150ea2a6c71/6b460/photo-1602576666092-bf6447a729fc.webp 5941w","type":"image/webp","sizes":"(min-width: 5941px) 5941px, 100vw"}]},"width":5941,"height":3342}}},"localHeaderImage":null,"excerpt":null,"description":"User experience is the most important success criteria for modern products. Discover how we can help you by using thorough techniques to reduce friction and improve satisfaction.","icon":"Dashboard32","published":null},"body":"Over the past decade, User Experience (UX) has become one of the most dividing aspects of websites and apps. What was before an afterthought has become a key selling point: the latest billion-dollars companies all focus on this aspect. Apps such as Monday.com are now actively encroaching the market of Atlassian because they provide a more streamlined experience. User experience has become one of the most discriminating factors in the software selection process At Lleed & Partners, we believe that user experience should be at the core of any product, whether it is a gigantic software-as-a-service product or a simple internal tool. Even inside a company, user experience can make or break a project: if users feel attracted to the platform, they are more likely to perform their tasks correctly and on-time. User Experience services A good user experience always start from a diligent user research. Understand the key information about your future audience: who is it, what are they trying to achieve, why are they doing it, when will they use the app and how they will interact. From then on, iterate on multiple wireframes that will gradually refine to the final design, making sure to take into account user feedback at each step in the process. Once the User Interfaces (UI) are ready or advanced enough to start implementing, create a reliable component library that will evolve with time and testing to build a successful product. Understand the key aspects of your audience. What are their main concerns and potential friction points. With continuous feedback from your user base, define the flows of your future app or website. Once these flows are fluid, lay out the wireframe of the app. Implement your wireframes using a standardized styling to better communicate brand and cohesion accross products. Implement code components with sufficient testing to stay sustainable. This process is not strictly linear. At any time in the process, be ready to accept changes to the previous iterations to improve your experience. As time goes by, these will help your product stay purposeful. UX and UI design are both very iterative processes. Always keep in touch with your users to adapt and improve as time goes by. Staying in touch with the technology side UX/UI design and development are not isolated tasks. As much as developers need to take design input from the design team, designers should also be well versed into what is technically feasible, keeping the efforts of the dev team on things that matter. We strive to make UX/UI design and development two domains that interact deeply during each iteration, not sequentially. Learn more about our software development processes .grvsc-container { overflow: auto; position: relative; -webkit-overflow-scrolling: touch; padding-top: 1rem; padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem)); padding-bottom: 1rem; padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem)); border-radius: 8px; border-radius: var(--grvsc-border-radius, 8px); font-feature-settings: normal; line-height: 1.4; } .grvsc-code { display: table; } .grvsc-line { display: table-row; box-sizing: border-box; width: 100%; position: relative; } .grvsc-line > * { position: relative; } .grvsc-gutter-pad { display: table-cell; padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } .grvsc-gutter { display: table-cell; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter::before { content: attr(data-content); } .grvsc-source { display: table-cell; padding-left: 1.5rem; padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)); padding-right: 1.5rem; padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem)); } .grvsc-source:empty::after { content: ' '; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter + .grvsc-source { padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } /* Line transformer styles */ .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before { content: ' '; position: absolute; width: 100%; } .grvsc-line-diff-add::before { background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2)); } .grvsc-line-diff-del::before { background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2)); } .grvsc-line-number { padding: 0 2px; text-align: right; opacity: 0.7; }","id":"6cfb4fa1-751b-5836-8cc6-7f60138f48d6","headerImage":"/static/ac87c4392617b74ac7859150ea2a6c71/f183b/photo-1602576666092-bf6447a729fc.jpg","localHeaderImage":null}},{"_index":"lleedpartners-mdx","_type":"_doc","_id":"f5a16430-dcc5-59f4-aa89-04b934a35620","_score":28.85119,"_ignored":["frontmatter.headerImage.childImageSharp.gatsbyImageData.images.sources.srcSet.keyword","body.keyword","frontmatter.headerImage.childImageSharp.gatsbyImageData.images.fallback.srcSet.keyword"],"_source":{"fields":{"langKey":"en"},"frontmatter":{"title":"Data & Analytics","subtitle":"Unleash your data potential","slug":"/services/business/data-analytics","category":"service","headerImage":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#183868","images":{"fallback":{"src":"/static/5f454f8743c5b037ebeed353238b0faa/90e8c/photo-1560221328-12fe60f83ab8.jpg","srcSet":"/static/5f454f8743c5b037ebeed353238b0faa/68bb2/photo-1560221328-12fe60f83ab8.jpg 519w,\n/static/5f454f8743c5b037ebeed353238b0faa/d6106/photo-1560221328-12fe60f83ab8.jpg 1037w,\n/static/5f454f8743c5b037ebeed353238b0faa/90e8c/photo-1560221328-12fe60f83ab8.jpg 2074w","sizes":"(min-width: 2074px) 2074px, 100vw"},"sources":[{"srcSet":"/static/5f454f8743c5b037ebeed353238b0faa/fcf0c/photo-1560221328-12fe60f83ab8.webp 519w,\n/static/5f454f8743c5b037ebeed353238b0faa/b99a1/photo-1560221328-12fe60f83ab8.webp 1037w,\n/static/5f454f8743c5b037ebeed353238b0faa/e2cb2/photo-1560221328-12fe60f83ab8.webp 2074w","type":"image/webp","sizes":"(min-width: 2074px) 2074px, 100vw"}]},"width":2074,"height":1377}}},"localHeaderImage":null,"excerpt":null,"description":"We support you in data collection and analysis. Our experts, advice you in designing data-driven decision making strategies and optimizing your processes.","icon":"ChartLineData32","published":null},"body":"Data has many benefits for businesses. From decision making to process optimization, the use of data can significantly improve results. These benefits are achieved through the processing and analysis of data using appropriate tools and processes. The term \"Data & Analytics\" refers to the methods of collecting, organizing and analyzing data in order to derive useful and human-comprehensible information. First, data is selected and collected, then it is cleaned and organized for analysis. Data has the potential to bring a lot of value to businesses, to unlock that value, the analytical component is a must. Different analytics techniques (statistics, AI methods ...) allow companies to access information that can help them improve their performance. As the importance of data analytics in the business world increases, it is becoming more critical for your company to leverage its strengths. Here are some benefits of data analytics: Improve decision making and optimize your processes: companies can use the insights they gain from data analytics to inform decisions, streamline processes, reduce costs, and thus achieve better results. More effective marketing: effectively targeting your audience starts with a deep understanding of your audience. Data analysis also gives you valuable insights into the performance of your marketing campaigns for optimization. Optimize your customer services: data analytics allows you to know your customers better. Thus, enabling you to tailor your services to your customer's needs and expectations for stronger business relationships. There is no doubt that your business generates untapped data that could make a difference. Find out how Lleed & Partners can help you turn it into a strategic asset. .grvsc-container { overflow: auto; position: relative; -webkit-overflow-scrolling: touch; padding-top: 1rem; padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem)); padding-bottom: 1rem; padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem)); border-radius: 8px; border-radius: var(--grvsc-border-radius, 8px); font-feature-settings: normal; line-height: 1.4; } .grvsc-code { display: table; } .grvsc-line { display: table-row; box-sizing: border-box; width: 100%; position: relative; } .grvsc-line > * { position: relative; } .grvsc-gutter-pad { display: table-cell; padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } .grvsc-gutter { display: table-cell; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter::before { content: attr(data-content); } .grvsc-source { display: table-cell; padding-left: 1.5rem; padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)); padding-right: 1.5rem; padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem)); } .grvsc-source:empty::after { content: ' '; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter + .grvsc-source { padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } /* Line transformer styles */ .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before { content: ' '; position: absolute; width: 100%; } .grvsc-line-diff-add::before { background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2)); } .grvsc-line-diff-del::before { background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2)); } .grvsc-line-number { padding: 0 2px; text-align: right; opacity: 0.7; }","id":"f5a16430-dcc5-59f4-aa89-04b934a35620","headerImage":"/static/5f454f8743c5b037ebeed353238b0faa/90e8c/photo-1560221328-12fe60f83ab8.jpg","localHeaderImage":null}},{"_index":"lleedpartners-mdx","_type":"_doc","_id":"b37b96ca-0e39-588a-a650-0969c416d66c","_score":26.272121,"_ignored":["body.keyword"],"_source":{"fields":{"langKey":"en"},"frontmatter":{"title":"Cloud Infrastructure","subtitle":"Découvrez the virtually infinite power of cloud infrastructure","slug":"/services/software/it-infrastructure","category":"service","headerImage":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#081828","images":{"fallback":{"src":"/static/7b335b1be5083b4b60cea428274e55c7/2bc4c/pexels-photo-1148820.jpg","srcSet":"/static/7b335b1be5083b4b60cea428274e55c7/ae72a/pexels-photo-1148820.jpg 562w,\n/static/7b335b1be5083b4b60cea428274e55c7/996dc/pexels-photo-1148820.jpg 1124w,\n/static/7b335b1be5083b4b60cea428274e55c7/2bc4c/pexels-photo-1148820.jpg 2247w","sizes":"(min-width: 2247px) 2247px, 100vw"},"sources":[{"srcSet":"/static/7b335b1be5083b4b60cea428274e55c7/f3a19/pexels-photo-1148820.webp 562w,\n/static/7b335b1be5083b4b60cea428274e55c7/56c49/pexels-photo-1148820.webp 1124w,\n/static/7b335b1be5083b4b60cea428274e55c7/a809a/pexels-photo-1148820.webp 2247w","type":"image/webp","sizes":"(min-width: 2247px) 2247px, 100vw"}]},"width":2247,"height":1500}}},"localHeaderImage":null,"excerpt":null,"description":"Our experts advise you in cloud solutions choices and management (AWS, Microsoft Azure), we help you design and scale cloud architectures that fit your needs. ","icon":"Datastore32","published":null},"body":"20 years ago, companies with IT infrastructure had to install, scale and maintain their own storage, servers, hardware and networks. Cloud Infrastructure is the possibility to outsource this process to a Cloud Provider. Operating physical infrastructures is an extremely demanding task involving a lot of highly qualified human ressources, physical space, energy to power and cool down the hardware… In addition to this, it is critical to many business, server outages often induce service unvailability, hence financial losses. Cloud infrastructure enables business to rely on a provider's infrastructures benefiting of a more cost-efficient service including virtually unlimited storage space, infinite flexibility especially with regards to scalability, availability and more. Cloud Infrastructures are designed by building and connecting provider-specific components with dedicated capabilities. From performing expensive computation, to server gateways, these components can be configured and booted in just minutes with the help of experts. Your files and data are safely hosted in encrypted databases and file systems with several backups all around the globe to ensure it's availability. Databases are the most efficient way to store large amounts of data and perform efficient searchs with indexing. Storing your data in the cloud enables easier interactions with other infrastructure components and infinite vertical and horizontal scalability. Seeming virtual, networks are made of very physical components such as cables, routers, switchs and more. Cloud based network enables VPC (Virtual Private Cloud) pools that enable employees to connect to an intranet and securely access files and benefit from many other IT Infrastructure services from a remote location. They provide levels of isolation with the outside world and within your business. Cloud Computation enables access to cutting-edge computing power with optimizations for graphics, artificial intelligence, calculations etc. These components are usually fully configurable to ensure you are getting the power you need. Most providers offer Pay-per-use to enable maximum flexibility. At Lleed & Partners we help businesses select a provider, build and operate cloud infrastructures that best suit their needs. .grvsc-container { overflow: auto; position: relative; -webkit-overflow-scrolling: touch; padding-top: 1rem; padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem)); padding-bottom: 1rem; padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem)); border-radius: 8px; border-radius: var(--grvsc-border-radius, 8px); font-feature-settings: normal; line-height: 1.4; } .grvsc-code { display: table; } .grvsc-line { display: table-row; box-sizing: border-box; width: 100%; position: relative; } .grvsc-line > * { position: relative; } .grvsc-gutter-pad { display: table-cell; padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } .grvsc-gutter { display: table-cell; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter::before { content: attr(data-content); } .grvsc-source { display: table-cell; padding-left: 1.5rem; padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)); padding-right: 1.5rem; padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem)); } .grvsc-source:empty::after { content: ' '; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter + .grvsc-source { padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } /* Line transformer styles */ .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before { content: ' '; position: absolute; width: 100%; } .grvsc-line-diff-add::before { background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2)); } .grvsc-line-diff-del::before { background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2)); } .grvsc-line-number { padding: 0 2px; text-align: right; opacity: 0.7; }","id":"b37b96ca-0e39-588a-a650-0969c416d66c","headerImage":"/static/7b335b1be5083b4b60cea428274e55c7/2bc4c/pexels-photo-1148820.jpg","localHeaderImage":null}},{"_index":"lleedpartners-mdx","_type":"_doc","_id":"1462c215-2168-5ef1-85f8-af524b698c57","_score":26.154366,"_ignored":["frontmatter.headerImage.childImageSharp.gatsbyImageData.images.sources.srcSet.keyword","body.keyword","frontmatter.headerImage.childImageSharp.gatsbyImageData.images.fallback.srcSet.keyword"],"_source":{"fields":{"langKey":"en"},"frontmatter":{"title":"Digital Consulting","subtitle":"The key to a successful digital transformation","slug":"/services/business","category":"service","headerImage":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#d8d8d8","images":{"fallback":{"src":"/static/61e27bd2d24865568606f8cf6d062fc7/10c2a/photo-1552664730-d307ca884978.jpg","srcSet":"/static/61e27bd2d24865568606f8cf6d062fc7/fc2d4/photo-1552664730-d307ca884978.jpg 900w,\n/static/61e27bd2d24865568606f8cf6d062fc7/1221a/photo-1552664730-d307ca884978.jpg 1800w,\n/static/61e27bd2d24865568606f8cf6d062fc7/10c2a/photo-1552664730-d307ca884978.jpg 3600w","sizes":"(min-width: 3600px) 3600px, 100vw"},"sources":[{"srcSet":"/static/61e27bd2d24865568606f8cf6d062fc7/4ffff/photo-1552664730-d307ca884978.webp 900w,\n/static/61e27bd2d24865568606f8cf6d062fc7/66516/photo-1552664730-d307ca884978.webp 1800w,\n/static/61e27bd2d24865568606f8cf6d062fc7/41b75/photo-1552664730-d307ca884978.webp 3600w","type":"image/webp","sizes":"(min-width: 3600px) 3600px, 100vw"}]},"width":3600,"height":2400}}},"localHeaderImage":null,"excerpt":null,"description":"We offer a range of services for you to win in the digital era. Our versatile teams of experts work with you for a successful digital transformation.","icon":"Portfolio32","published":null},"body":"Since the internet's early days in the 2000's, our working culture and our habits have significantly evolved. These evolutions have actively supported corportate digitalization. To tackle these new challenges, digital consulting plays a key role in helping companies turn digital tools into business assets. At Lleed & Partners, we have designed an innovative form of data science and business automation consulting in which you are the main character of your digital transformation. Our project managers interact with your team to understand your needs, stakes, and assets. Together, we define KPIs to ensure we are adding value to your business. Our project managers design a team of engineers and developers from various specialization fields to design solutions and maximize your return on investment. Our said team delivers a MVP and written presentation of the solutions with a roadmap to implementation. Using Agile methods, our development and integration teams continuously build the solutions while adjusting to your input to ensure the relevance of our work. After an initial meeting, you are assigned two Lleed & Partners project managers who will discuss your needs and define key performance indicators (KPI) with you. Then, these managers form a team tailored for your project scope. This team, made of versatile and complementary elements, is responsible for finding solutions to your problems and studying their performance in relation to the previously defined KPIs. Regular communication between our project managers and your team guarantee the relevance of our solutions, and their compatibility with your company's culture. L&P also has a group of specialized experts who contribute to projects on an ad hoc basis for more specific or advanced challenges (AWS/Azure cloud experts, NLP, Machine Learning...)). Our mission is accomplished when our managers and your team agree on solutions, delivered in the form of documentation, presentations and MVPs. These solutions can consist in integrating existing systems or developing custom solutions, for which L&P also offers its services. .grvsc-container { overflow: auto; position: relative; -webkit-overflow-scrolling: touch; padding-top: 1rem; padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem)); padding-bottom: 1rem; padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem)); border-radius: 8px; border-radius: var(--grvsc-border-radius, 8px); font-feature-settings: normal; line-height: 1.4; } .grvsc-code { display: table; } .grvsc-line { display: table-row; box-sizing: border-box; width: 100%; position: relative; } .grvsc-line > * { position: relative; } .grvsc-gutter-pad { display: table-cell; padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } .grvsc-gutter { display: table-cell; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter::before { content: attr(data-content); } .grvsc-source { display: table-cell; padding-left: 1.5rem; padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)); padding-right: 1.5rem; padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem)); } .grvsc-source:empty::after { content: ' '; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter + .grvsc-source { padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } /* Line transformer styles */ .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before { content: ' '; position: absolute; width: 100%; } .grvsc-line-diff-add::before { background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2)); } .grvsc-line-diff-del::before { background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2)); } .grvsc-line-number { padding: 0 2px; text-align: right; opacity: 0.7; }","id":"1462c215-2168-5ef1-85f8-af524b698c57","headerImage":"/static/61e27bd2d24865568606f8cf6d062fc7/10c2a/photo-1552664730-d307ca884978.jpg","localHeaderImage":null}},{"_index":"lleedpartners-mdx","_type":"_doc","_id":"3e303268-95a4-5e3f-8142-7348857a130f","_score":24.711971,"_ignored":["frontmatter.headerImage.childImageSharp.gatsbyImageData.images.sources.srcSet.keyword","body.keyword","frontmatter.headerImage.childImageSharp.gatsbyImageData.images.fallback.srcSet.keyword"],"_source":{"fields":{"langKey":"en"},"frontmatter":{"title":"Business Automation","subtitle":"More Speed, More Precision, Less Effort","slug":"/services/business/business-automation","category":"service","headerImage":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#e8e8e8","images":{"fallback":{"src":"/static/cd105d1e24b56330b495daf1a14a73ea/b8fc0/photo-1611117775350-ac3950990985.jpg","srcSet":"/static/cd105d1e24b56330b495daf1a14a73ea/acb90/photo-1611117775350-ac3950990985.jpg 518w,\n/static/cd105d1e24b56330b495daf1a14a73ea/d9e58/photo-1611117775350-ac3950990985.jpg 1036w,\n/static/cd105d1e24b56330b495daf1a14a73ea/b8fc0/photo-1611117775350-ac3950990985.jpg 2071w","sizes":"(min-width: 2071px) 2071px, 100vw"},"sources":[{"srcSet":"/static/cd105d1e24b56330b495daf1a14a73ea/c6073/photo-1611117775350-ac3950990985.webp 518w,\n/static/cd105d1e24b56330b495daf1a14a73ea/5d2fe/photo-1611117775350-ac3950990985.webp 1036w,\n/static/cd105d1e24b56330b495daf1a14a73ea/b1c10/photo-1611117775350-ac3950990985.webp 2071w","type":"image/webp","sizes":"(min-width: 2071px) 2071px, 100vw"}]},"width":2071,"height":1379}}},"localHeaderImage":null,"excerpt":null,"description":"Leverage algorithms' reliability and accuracy to automate your processes and increase efficiency while reducing costs. Free your team from tedious tasks to focus on more critical aspects of your business. ","icon":"AppConnectivity32","published":null},"body":"For over 20 years, automation has enabled great advances in almost every industry; from ATMs to assembly lines to healthcare systems. This automation is changing the way humans and machines interact, so that companies can increase efficiency, revenue, and thrive in challenging markets. Business automation refers to the use of technological systems that perform repetitive tasks. These systems save time for employees to focus on smarter and more creative tasks. It includes business process automation (BPA), robotic process automation (RPA) and AI-driven automation. Years ago, automation required massive computational infrastructures and a team of experts to maintain them. Today, cloud-based platforms and different types of automation methods ranging from simple to AI-driven tasks allow businesses of all sizes to automate. Whether you're a small or large business, automation is a great way to streamline operations and drive growth. While some automation tools are designed to replace human labor with machines, others can supplement it to make it more efficient. At Lleed & Partners, we start with an in-depth understanding of your business. We assess your processes, resources and methods to propose the right automation solutions. We link our key success factors to your time savings, accuracy and resource savings, both human and material. .grvsc-container { overflow: auto; position: relative; -webkit-overflow-scrolling: touch; padding-top: 1rem; padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem)); padding-bottom: 1rem; padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem)); border-radius: 8px; border-radius: var(--grvsc-border-radius, 8px); font-feature-settings: normal; line-height: 1.4; } .grvsc-code { display: table; } .grvsc-line { display: table-row; box-sizing: border-box; width: 100%; position: relative; } .grvsc-line > * { position: relative; } .grvsc-gutter-pad { display: table-cell; padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } .grvsc-gutter { display: table-cell; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter::before { content: attr(data-content); } .grvsc-source { display: table-cell; padding-left: 1.5rem; padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)); padding-right: 1.5rem; padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem)); } .grvsc-source:empty::after { content: ' '; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter + .grvsc-source { padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } /* Line transformer styles */ .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before { content: ' '; position: absolute; width: 100%; } .grvsc-line-diff-add::before { background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2)); } .grvsc-line-diff-del::before { background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2)); } .grvsc-line-number { padding: 0 2px; text-align: right; opacity: 0.7; }","id":"3e303268-95a4-5e3f-8142-7348857a130f","headerImage":"/static/cd105d1e24b56330b495daf1a14a73ea/b8fc0/photo-1611117775350-ac3950990985.jpg","localHeaderImage":null}},{"_index":"lleedpartners-mdx","_type":"_doc","_id":"9d64f82f-790b-584e-b81c-f1a2e0dad16b","_score":16.022337,"_ignored":["frontmatter.headerImage.childImageSharp.gatsbyImageData.images.sources.srcSet.keyword","body.keyword","frontmatter.headerImage.childImageSharp.gatsbyImageData.images.fallback.srcSet.keyword"],"_source":{"fields":{"langKey":"en"},"frontmatter":{"title":"Software development & DevOps","subtitle":"Placing agile tools at the heart of your projects","slug":"/services/software","category":"service","headerImage":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#080818","images":{"fallback":{"src":"/static/3dac51d68c61c2acc6182786bc2d72f9/add31/photo-1528901166007-3784c7dd3653.jpg","srcSet":"/static/3dac51d68c61c2acc6182786bc2d72f9/afefe/photo-1528901166007-3784c7dd3653.jpg 1680w,\n/static/3dac51d68c61c2acc6182786bc2d72f9/42579/photo-1528901166007-3784c7dd3653.jpg 3360w,\n/static/3dac51d68c61c2acc6182786bc2d72f9/add31/photo-1528901166007-3784c7dd3653.jpg 6720w","sizes":"(min-width: 6720px) 6720px, 100vw"},"sources":[{"srcSet":"/static/3dac51d68c61c2acc6182786bc2d72f9/e6382/photo-1528901166007-3784c7dd3653.webp 1680w,\n/static/3dac51d68c61c2acc6182786bc2d72f9/46619/photo-1528901166007-3784c7dd3653.webp 3360w,\n/static/3dac51d68c61c2acc6182786bc2d72f9/02e9a/photo-1528901166007-3784c7dd3653.webp 6720w","type":"image/webp","sizes":"(min-width: 6720px) 6720px, 100vw"}]},"width":6720,"height":4480}}},"localHeaderImage":null,"excerpt":null,"description":"Leverage the newest technological tools and agile methods to make your projects successful. Discover how Lleed & Partners can bring its expertise to your field.","icon":"Application32","published":null},"body":"Our software development services aim to help you conceive, engineer, maintain and evolve your various software products. From UX and UI design to development, cloud deployment or maintenance, Lleed & Partners offers a comprehensive set of software services to help you reach your goals. From custom websites to a complex web applications, we provide state-of-the-art solutions that bring out the most of the latest tech advances. As a software and development provider, we will help you get your ideas to world-class, innovative products. After a first contact, a Lleed & Partners project manager will be assigned to your project. Together, you will define a comprehensive and precise solution that will best fit your needs: a project team is born. You will meet a Lleed & Partners business expert. Together, we discuss your needs and outline a preliminary scope for the upcoming studies. Given the scope defined previously, we will help you specify what the exact goals are, and what is the best way to reach them. When the specification meets your expectations, Lleed & Partners will assign you a project manager, and we will agree on the terms of our partnership. Your project manager and the Lleed & Partners team will walk you through each step of the process, allowing you to always be at the heart of your project. At the end of the project, as well as during each iteration, Lleed & Partners will assess the project. We will ensure that the handover to your internal teams is straightforward. Lleed & Partners may also propose you a maintenance contract to ensure that your project stays relevant in the future. At all times among the process, meetings will be organized to keep you at the heart of the project. Thanks to agile development methods, the project will gradually develop, and you will be able to test new features regularly. .grvsc-container { overflow: auto; position: relative; -webkit-overflow-scrolling: touch; padding-top: 1rem; padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem)); padding-bottom: 1rem; padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem)); border-radius: 8px; border-radius: var(--grvsc-border-radius, 8px); font-feature-settings: normal; line-height: 1.4; } .grvsc-code { display: table; } .grvsc-line { display: table-row; box-sizing: border-box; width: 100%; position: relative; } .grvsc-line > * { position: relative; } .grvsc-gutter-pad { display: table-cell; padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } .grvsc-gutter { display: table-cell; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter::before { content: attr(data-content); } .grvsc-source { display: table-cell; padding-left: 1.5rem; padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)); padding-right: 1.5rem; padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem)); } .grvsc-source:empty::after { content: ' '; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter + .grvsc-source { padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } /* Line transformer styles */ .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before { content: ' '; position: absolute; width: 100%; } .grvsc-line-diff-add::before { background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2)); } .grvsc-line-diff-del::before { background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2)); } .grvsc-line-number { padding: 0 2px; text-align: right; opacity: 0.7; }","id":"9d64f82f-790b-584e-b81c-f1a2e0dad16b","headerImage":"/static/3dac51d68c61c2acc6182786bc2d72f9/add31/photo-1528901166007-3784c7dd3653.jpg","localHeaderImage":null}},{"_index":"lleedpartners-mdx","_type":"_doc","_id":"229141e8-240c-5398-b251-542c94b86503","_score":13.060421,"_ignored":["frontmatter.headerImage.childImageSharp.gatsbyImageData.images.sources.srcSet.keyword","body.keyword","frontmatter.headerImage.childImageSharp.gatsbyImageData.images.fallback.srcSet.keyword"],"_source":{"fields":{"langKey":"en"},"frontmatter":{"title":"Web & App Development","subtitle":"Découvrez comment la technologie pourrait améliorer vos processus","slug":"/services/software/web-app","category":"service","headerImage":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#183868","images":{"fallback":{"src":"/static/5f454f8743c5b037ebeed353238b0faa/90e8c/photo-1560221328-12fe60f83ab8.jpg","srcSet":"/static/5f454f8743c5b037ebeed353238b0faa/68bb2/photo-1560221328-12fe60f83ab8.jpg 519w,\n/static/5f454f8743c5b037ebeed353238b0faa/d6106/photo-1560221328-12fe60f83ab8.jpg 1037w,\n/static/5f454f8743c5b037ebeed353238b0faa/90e8c/photo-1560221328-12fe60f83ab8.jpg 2074w","sizes":"(min-width: 2074px) 2074px, 100vw"},"sources":[{"srcSet":"/static/5f454f8743c5b037ebeed353238b0faa/fcf0c/photo-1560221328-12fe60f83ab8.webp 519w,\n/static/5f454f8743c5b037ebeed353238b0faa/b99a1/photo-1560221328-12fe60f83ab8.webp 1037w,\n/static/5f454f8743c5b037ebeed353238b0faa/e2cb2/photo-1560221328-12fe60f83ab8.webp 2074w","type":"image/webp","sizes":"(min-width: 2074px) 2074px, 100vw"}]},"width":2074,"height":1377}}},"localHeaderImage":null,"excerpt":null,"description":"Lleed & Partners supports you in applications development: web, mobile, tablet (iOS, Android). Thanks to agile and devops methods, we guarantee continuous feature development and integration.","icon":"Application32","published":null},"body":"Web application development is the creation of applications that reside on remote servers and are delivered to the user's device via their browser. The web has become an essential tool for corporate digitalization and replaces many software solutions that are more restrictive to use, maintain and make evolve. The web goes beyond the boundaries and constraints tied to software. At Lleed & Partners, we have experienced teams of developers with various specializations. Our expertise spans many technologies such as Node.js, Gatsby, Django, React.js.... From MVP to complex and production-ready solutions, we provide custom web and mobile applications to satisfy your needs. Thanks to agile development methods, we guarantee continuous deployment of new features and integrations. Lleed & Partners offers constantly evolving mobile application development services; and also engages in the maintenance of your solutions and their cloud infrastructures. .grvsc-container { overflow: auto; position: relative; -webkit-overflow-scrolling: touch; padding-top: 1rem; padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem)); padding-bottom: 1rem; padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem)); border-radius: 8px; border-radius: var(--grvsc-border-radius, 8px); font-feature-settings: normal; line-height: 1.4; } .grvsc-code { display: table; } .grvsc-line { display: table-row; box-sizing: border-box; width: 100%; position: relative; } .grvsc-line > * { position: relative; } .grvsc-gutter-pad { display: table-cell; padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } .grvsc-gutter { display: table-cell; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter::before { content: attr(data-content); } .grvsc-source { display: table-cell; padding-left: 1.5rem; padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)); padding-right: 1.5rem; padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem)); } .grvsc-source:empty::after { content: ' '; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter + .grvsc-source { padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } /* Line transformer styles */ .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before { content: ' '; position: absolute; width: 100%; } .grvsc-line-diff-add::before { background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2)); } .grvsc-line-diff-del::before { background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2)); } .grvsc-line-number { padding: 0 2px; text-align: right; opacity: 0.7; }","id":"229141e8-240c-5398-b251-542c94b86503","headerImage":"/static/5f454f8743c5b037ebeed353238b0faa/90e8c/photo-1560221328-12fe60f83ab8.jpg","localHeaderImage":null}}]}}},"relatedInsights":{"search":{"took":9,"timed_out":false,"_shards":{"total":9,"successful":9,"skipped":0,"failed":0},"hits":{"total":{"value":2,"relation":"eq"},"max_score":42.328705,"hits":[{"_index":"lleedpartners-mdx","_type":"_doc","_id":"79431640-36fe-54cc-86e7-2f0077328dcd","_score":42.328705,"_ignored":["body.keyword"],"_source":{"fields":{"langKey":"en"},"frontmatter":{"title":"Structuring data using artificial intelligence","subtitle":null,"slug":"/insights/structuring-data-using-ai","category":"insight","headerImage":null,"localHeaderImage":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#182898","images":{"fallback":{"src":"/static/46f5be4a2e4475a51fff3c08e5373c46/4f402/5.jpg","srcSet":"/static/46f5be4a2e4475a51fff3c08e5373c46/4e705/5.jpg 864w,\n/static/46f5be4a2e4475a51fff3c08e5373c46/b28e0/5.jpg 1728w,\n/static/46f5be4a2e4475a51fff3c08e5373c46/4f402/5.jpg 3456w","sizes":"(min-width: 3456px) 3456px, 100vw"},"sources":[{"srcSet":"/static/46f5be4a2e4475a51fff3c08e5373c46/e639c/5.webp 864w,\n/static/46f5be4a2e4475a51fff3c08e5373c46/2ce30/5.webp 1728w,\n/static/46f5be4a2e4475a51fff3c08e5373c46/c865f/5.webp 3456w","type":"image/webp","sizes":"(min-width: 3456px) 3456px, 100vw"}]},"width":3456,"height":4343}}},"excerpt":"Unstructured data such as chats or email contains valuable information that can be used to improve business processes. We explain how to structure this data using latest AI technologies.","description":null,"icon":null,"published":null},"body":"Introduction Unstructured data is common in the business world. It can be found in emails, chats, documents, and many other sources. It can also be found in news outlets, or other textual sources. This data is often not used to its full potential, as it is difficult to extract information from it. Some companies may resort to human labor to extract information from this data, but this is both time-consuming and prone to errors. In this article, we will explain how you can leverage AI capabilities to structure this data and extract valuable information from it. Converting unstructured data to a readily usable format is a complex task, however it can be broken down into three main steps: Preparing for structuring : understanding the data and defining the structure Structuring : using AI to structure the data Working towards production : understanding if the solution is viable, and if so, how to take it one step further Preparing for structuring For the rest of this article, we will assume that we are working with a simple trading conversation, where two parties discuss closed deals. The goal is to extract the information from the conversation and store it in a structured format. Data collection The first step is to collect data. This can usually be done by compiling a list of emails, or exporting a chat history. In our case, we will use a chat history, which contains messages that look like these: Hi John, We confirm that we will buy 1000 shares of Apple at 100$ per share. Have a good day, Jane Or that could also be Dear John, The transaction is confirmed for 1000 shares of AAPL@100$. Best regards Make assumptions The next step is to make assumptions about the data. This is a crucial step, as it will determine the structure of the data. In our case, we know the following: The data is in a chat format The data is about trading The data is about closed deals (NB: this is an assumption, and may not be true, the chat could also be about a deal that is still in progress or chit-chat) We also make some assumptions about the information contained when talking about closed deals: The number of shares, company and price must always be present. There should usually be a currency symbol (e.g. $, €, £, ¥, etc.) or information. There may be some info about the buyer, but it is not always the case or might be inferred from the sender of the message. Define the structure Based on the assumptions we made, we can define the structure of the data. In our case, we will define the following structure in YAML format: trade : buyer : Name of the buyer (optional) stock : Name of the bought stock currency : Three letter code of the currency price : Price of the stock (per share) quantity : Number of shares, is an integer Here is the same model in a Pydantic format, where we have added some validation rules. This will be useful later on. To install Pydantic, run pip install pydantic in your terminal, or other package manager. from typing import Optional from pydantic import BaseModel , Field , field_validator class Trade ( BaseModel ): buyer : Optional [ str ] = Field ( description =\" Name of the buyer (optional) \") stock : str = Field ( description =\" Name of the bought stock \") currency : str = Field ( description =\" Three letter code of the currency \") price : float = Field ( description =\" Price of the stock (per share) \") quantity : int = Field ( description =\" Number of shares, is an integer \") @ field_validator (\" currency \") def currency_length ( cls , v ): if len ( v ) != 3 : raise ValueError (\" Currency must be a three letter code \") return v This structure is kept simple for the sake of the example, but it could be extended to include more information, such as the date of the transaction, the seller, etc. Structuring We will now try to use AI to structure the data. There are many ways to do this, but we will focus on an LLM-based approach, as it is the most flexible and can be used for many different tasks. It is also the most readily available, and cheapest to implement for small datasets. Setting-up OpenAI API To use LLMs, we will use OpenAI's API . OpenAI is a company that specializes in AI research, and has developed a very powerful LLM. They have made it available through an API, which we will use in this example. To get started, head over to https://platform.openai.com/ and register a new account. Then, create a new API key, and copy it somewhere safe. We will use it later. Important : you will also need to install the OpenAI Python package. You can do this by running pip install openai in your terminal, or other package manager. Using Langchain Large Language Models work similarly to typeahead, where they try to predict the next word based on the previous words. This can be used to generate text, but given that the models have also been trained on structured data such as JSON or XML, they can also be used to generate - somewhat - structured data. The very nature of LLMs prevent them from reliably generating structured data, as they may miss some information or generate plainly incorrect syntax. However, there exists some tooling, such as Langchain that aims to solve this problem, by pointing the LLM in the right direction. One major feature of Langchain is that it also leverages LLMs ability to correct incorrect syntax. This essentially means that if the first attempt at generating structured data fails, it will ask the LLM to correct itself, yielding very good results. To install Langchain, run pip install langchain in your terminal, or other package manager. For our example, a basic setup using OpenAI's API and Langchain would look like this, added to the code we wrote earlier: from langchain . output_parsers import PydanticOutputParser # Import the Pydantic output parser from langchain . llms import OpenAI # Import the OpenAI LLM from langchain . prompts import PromptTemplate # Import the prompt template import os # Import the os module to set the environment API key # ... messages = [ \" Hi John, \\n We confirm that we will buy 1000 shares of Apple at 100$ per share. \\n Have a good day, \\n Jane \", \" Dear John, \\n The transaction is confirmed for 1000 shares of AAPL@100$. \\n Best regards \", ] # Define the messages os . environ [' OPENAI_API_KEY '] = ' xxxxxxx ' # Set the API key, replacing xxxxxxx with your API key. model_name = \" text-davinci-003 \" # Set the model name temperature = 0.0 # Set the temperature. A higher temperature will yield more diverse results, but is not recommended for structured data. It can be seen as \"freedom\" given to the model to generate whatever it wants. model = OpenAI ( model_name = model_name , temperature = temperature ) parser = PydanticOutputParser ( pydantic_object = Trade ) # Create the output parser prompt = PromptTemplate ( template =\" If this message is about a closed deal, please fillin the information in the given format. \\n {format_instructions} \\n {message} \\n\", input_variables =[\" message \"], partial_variables ={\" format_instructions \": parser . get_format_instructions ()}, ) # Create a prompt template _input = prompt . format_prompt ( message = messages [ 0 ]) # Feed the first message to the model output = model ( _input . to_string ()) # Generate the output structured_data = parser . parse ( output ) # Parse the output print ( structured_data . model_dump_json ()) # Print the structured data Running the complete file should yield the following output: { \" buyer \": \" John \", \" stock \": \" Apple \", \" currency \": \" USD \", \" price \": 100 , \" quantity \": 1000 } Trying it on the second message is as simple as: _input = prompt . format_prompt ( message = messages [ 0 ]) _input = prompt . format_prompt ( message = messages [ 1 ]) This also yields the same input, which is correct. Congrats, you have successfully structured your first messages! You can get the full code on Replit: NB: trying the above Replit will not work, as you need to provide your own API key. Few-shot learning to the rescue As you see above, the model was able to correctly parse the first message, with no previous understanding of the data nor training. In just a few minutes, we were able to structure a message that would have taken a human a few minutes to parse, filling in the information in a structured format. However, things are not always that easy. The model picked up John as the buyer, which we - given the context - can infer as false. The buyer is most likely Jane, as she is the one sending the message. This is a common problem with LLMs, as they are not able to understand the context of the message in a chat conversation. For most of parsing errors, we can take advantage of the few-shot learning technique. To put it simply, few-shot learning is a technique that allows us to train a model on a small dataset, and then use it to perform a task, by giving it a few additional indications or examples to run the task. The idea is that the LLM will be able to generalize the few examples that we give it to perform the task. In our case, we can use few-shot learning to tell the model that the buyer is most likely the sender of the message. This can be done by adding a few examples to the prompt template, adding context, or being more verbose in the field descriptors. Here, we will chose to add context to the prompt template, as well as an example. prompt = PromptTemplate ( template =\" If this message is about a closed deal, please fillin the information in the given format. \\n {format_instructions} \\n {message} \\n\", template =\"\"\" If this message is about a closed deal, please fillin the information in the given format. Note that we are passing you chats, where the buyer is most likely the person who wrote the chat, and not the recipient. If the sender did not tell his name in the message, we can't tell who the buyer is. {format_instructions} {message} \"\"\", input_variables =[\" message \"], partial_variables ={\" format_instructions \": parser . get_format_instructions ()}, ) We now have the following output for message 1: { \" buyer \": \" Jane \", \" stock \": \" Apple \", \" currency \": \" USD \", \" price \": 100 , \" quantity \": 1000 } And the following output for message 2: { \" buyer \": null , \" stock \": \" AAPL \", \" currency \": \" USD \", \" price \": 100 , \" quantity \": 1000 } These outputs are correct, as the buyer is not specified in the second message. Working towards production While the above solution gets good results, it is not production-ready. It is yet to be verified that the model is able to generalize to other messages, and that it is able to parse messages that are not in the training set. There are also other elements that should be taken into account, for example the fact that the stock name was provided in various ways (AAPL, Apple, etc.). This can be solved by adding more examples to the training set, or by adding other correctors down the line. Monitoring The key to a successful production-ready solution is monitoring. It is important to monitor the model's performance, and to understand when it is failing. This can be done by logging the model's output, and then manually checking the output to see if it is correct. If it is not, then the model should be retrained on the new data. This process needs to be kept up-to-date, as input data may evolve over time. Enterprise-ready AI providers Finally, while the above solution is a good starting point, its use on third party AI providers might not be the best fit for your company. Although there exists specific AI providers for enterprise, such as Azure or AWS, you may also want to take the extra step to deploy your own AI solution. Lleed & Partners can help you deploy your own AI solution, and integrate it with your existing infrastructure. We can also help you build a custom solution, tailored to your needs. .grvsc-container { overflow: auto; position: relative; -webkit-overflow-scrolling: touch; padding-top: 1rem; padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem)); padding-bottom: 1rem; padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem)); border-radius: 8px; border-radius: var(--grvsc-border-radius, 8px); font-feature-settings: normal; line-height: 1.4; } .grvsc-code { display: table; } .grvsc-line { display: table-row; box-sizing: border-box; width: 100%; position: relative; } .grvsc-line > * { position: relative; } .grvsc-gutter-pad { display: table-cell; padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } .grvsc-gutter { display: table-cell; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter::before { content: attr(data-content); } .grvsc-source { display: table-cell; padding-left: 1.5rem; padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)); padding-right: 1.5rem; padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem)); } .grvsc-source:empty::after { content: ' '; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter + .grvsc-source { padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } /* Line transformer styles */ .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before { content: ' '; position: absolute; width: 100%; } .grvsc-line-diff-add::before { background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2)); } .grvsc-line-diff-del::before { background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2)); } .grvsc-line-number { padding: 0 2px; text-align: right; opacity: 0.7; } .quiet-light { background-color: #F5F5F5; } .quiet-light .mtki { font-style: italic; } .quiet-light .mtkb { font-weight: bold; } .quiet-light .mtk10 { color: #4B69C6; } .quiet-light .mtk6 { color: #777777; } .quiet-light .mtk1 { color: #333333; } .quiet-light .mtk4 { color: #448C27; } .quiet-light .mtk7 { color: #7A3E9D; } .quiet-light .mtk9 { color: #AA3731; } .quiet-light .mtk5 { color: #9C5D27; } .quiet-light .mtk3 { color: #AAAAAA; } .quiet-light .grvsc-line-highlighted::before { background-color: var(--grvsc-line-highlighted-background-color, rgba(0, 0, 0, 0.05)); box-shadow: inset var(--grvsc-line-highlighted-border-width, 4px) 0 0 0 var(--grvsc-line-highlighted-border-color, rgba(0, 0, 0, 0.2)); }","id":"79431640-36fe-54cc-86e7-2f0077328dcd","headerImage":null,"localHeaderImage":"/static/46f5be4a2e4475a51fff3c08e5373c46/4f402/5.jpg"}},{"_index":"lleedpartners-mdx","_type":"_doc","_id":"6af90167-a845-5918-9226-37d21fce2025","_score":32.00913,"_ignored":["body.keyword","frontmatter.excerpt.keyword"],"_source":{"fields":{"langKey":"en"},"frontmatter":{"title":"Automating document generation","subtitle":null,"slug":"/insights/automating-document-generation","category":"insight","headerImage":null,"localHeaderImage":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#080808","images":{"fallback":{"src":"/static/6279660a34fd13d61a24d09a02ea1b37/9fb18/header.png","srcSet":"/static/6279660a34fd13d61a24d09a02ea1b37/201c8/header.png 496w,\n/static/6279660a34fd13d61a24d09a02ea1b37/7a1d0/header.png 992w,\n/static/6279660a34fd13d61a24d09a02ea1b37/9fb18/header.png 1984w","sizes":"(min-width: 1984px) 1984px, 100vw"},"sources":[{"srcSet":"/static/6279660a34fd13d61a24d09a02ea1b37/05a29/header.webp 496w,\n/static/6279660a34fd13d61a24d09a02ea1b37/449fa/header.webp 992w,\n/static/6279660a34fd13d61a24d09a02ea1b37/4f870/header.webp 1984w","type":"image/webp","sizes":"(min-width: 1984px) 1984px, 100vw"}]},"width":1984,"height":1024}}},"excerpt":"Automated document generation has the potential to revolutionize how businesses create and disseminate important documents. By automating the creation process, businesses can not only save time, but also improve the quality and coherence of their documents.","description":null,"icon":null,"published":null},"body":"Introduction Automated document generation refers to the use of software and technology to automatically generate documents based on pre-defined templates and content. This can include contracts, reports, marketing materials, and more. By automating the document creation process, businesses can save time and resources, improve the consistency and quality of their documents, and enhance brand perception. Main Gains to Automated Document Generation Focus on creating high-quality content without worrying about formatting, leading to more efficient document creation and maintenance, greater flexibility in layout and formatting, and improved document quality and coherence. Create on-brand templates, ensuring all documents have a consistent look and can easily be updated over time: no documents fall out of date. Generate on-the-fly documents with the most up-to-date information and custom content, while also minimizing storage needs and the need for manual updates. There are several key benefits to automated document generation. One of the main advantages is the ability to take a content-first approach. With automated document generation, the layout and styling of a document can be defined as a templates, while the content can be easily versioned and updated. This allows collaborators to focus on creating high-quality content, without worrying about formatting, which can lead to more efficient document creation and maintenance, as well as reduced friction in the content sourcing process. Another key benefit of automated document generation is the ability to create reproducible and consistent documents. By using templates that can be either provided or created, businesses can ensure that all of their documents have a consistent look and feel, which can help to improve brand perception. When needed, these templates can be updated to reflect changes in branding or design, and applied to all documents. This can help to ensure that all documents are up-to-date and that no documents fall out of date. Finally, automated document generation allows businesses to generate documents on demand, as needed. This can be especially useful for businesses that need to generate large numbers of documents on a regular basis, such as invoices or reports, but also to generate documents with custom content, such as marketing materials. Using user specific data, the documents can be adapted to better suit the needs of the user. Key Elements to Successful Automated Document Generation There are several key elements to consider when implementing automated document generation in your business. One of the most important factors is the use of easily usable exchange formats for file content. Markdown or its extensions (e.g. mdx ) are widely used, as these formats have a very lightweight syntax, that is already well-known to most collaborators. Being content-first, they also allow easy versioning, collaboration and indexation of content. Another important element is the use of easily customizable templates. Templates will usually be provided by the service provider or by a third-party, however they must remain easy and flexible to work with, so that brand updates and layout changes can be made without requiring elaborate intervention. Finally, it's important to have tools and technologies that allow for on-the-fly document generation and previewing. This will allow businesses to quickly and easily generate documents and ensure that they meet their desired specifications. Use simple file formats, such as .txt or .md, to store content, which can then be easily versioned, indexed and collaborated on. This reduces friction at the content sourcing stage. Use templates that can be easily modified to reflect changes in branding or design, and applied to all documents. This ensures that all documents are up-to-date and that no documents fall out of date. Generate documents on demand, as needed, using user or time-specific data, driving engagement and improving user experience. Existing Implementations and Toolings There are several existing solutions and toolings available for automated document generation. One approach is to use no or low-code platforms, such as automated invoices or Formstack , which allow businesses to create documents without the need for coding expertise. Another option is to use HTML printing using web browsers, although this can be tedious and time-consuming. A more versatile and suitable option for generating high-quality and data-heavy documents, such as McKinsey reports , is to use HTML to PDF tools such as PDFReactor or Prince . Working with Custom Solutions If you're considering implementing automated document generation in your business, it's important to be prepared and to start by automating heavily used document pipelines, such as invoices, trade confirmations, and reports. This will allow for easier user transitioning and will help to identify and address any bottlenecks in the document generation process. Once these pipelines are successfully automated, businesses can then expand the use of automated document generation to other document production pipelines, even those with heavily customized content and layout. .grvsc-container { overflow: auto; position: relative; -webkit-overflow-scrolling: touch; padding-top: 1rem; padding-top: var(--grvsc-padding-top, var(--grvsc-padding-v, 1rem)); padding-bottom: 1rem; padding-bottom: var(--grvsc-padding-bottom, var(--grvsc-padding-v, 1rem)); border-radius: 8px; border-radius: var(--grvsc-border-radius, 8px); font-feature-settings: normal; line-height: 1.4; } .grvsc-code { display: table; } .grvsc-line { display: table-row; box-sizing: border-box; width: 100%; position: relative; } .grvsc-line > * { position: relative; } .grvsc-gutter-pad { display: table-cell; padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } .grvsc-gutter { display: table-cell; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter::before { content: attr(data-content); } .grvsc-source { display: table-cell; padding-left: 1.5rem; padding-left: var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)); padding-right: 1.5rem; padding-right: var(--grvsc-padding-right, var(--grvsc-padding-h, 1.5rem)); } .grvsc-source:empty::after { content: ' '; -webkit-user-select: none; -moz-user-select: none; user-select: none; } .grvsc-gutter + .grvsc-source { padding-left: 0.75rem; padding-left: calc(var(--grvsc-padding-left, var(--grvsc-padding-h, 1.5rem)) / 2); } /* Line transformer styles */ .grvsc-has-line-highlighting > .grvsc-code > .grvsc-line::before { content: ' '; position: absolute; width: 100%; } .grvsc-line-diff-add::before { background-color: var(--grvsc-line-diff-add-background-color, rgba(0, 255, 60, 0.2)); } .grvsc-line-diff-del::before { background-color: var(--grvsc-line-diff-del-background-color, rgba(255, 0, 20, 0.2)); } .grvsc-line-number { padding: 0 2px; text-align: right; opacity: 0.7; }","id":"6af90167-a845-5918-9226-37d21fce2025","headerImage":null,"localHeaderImage":"/static/6279660a34fd13d61a24d09a02ea1b37/9fb18/header.png"}}]}}}},"pageContext":{"id":"80d8e69d-45b8-544b-8083-2b1b06c2ac90","language":"en","slug":"/insights/intelligent-document-parsing","generatedBy":"self","suggestedQuery":"{\"query\":{\"bool\":{\"must\":[{\"more_like_this\":{\"fields\":[\"frontmatter.title\",\"frontmatter.description\",\"body\",\"frontmatter.excerpt\",\"frontmatter.subtitle\"],\"like\":[{\"_index\":\"lleedpartners-mdx\",\"_id\":\"80d8e69d-45b8-544b-8083-2b1b06c2ac90\"}],\"min_term_freq\":1,\"max_query_terms\":50}},{\"match\":{\"fields.langKey\":\"en\"}},{\"match\":{\"frontmatter.category\":\"service\"}}],\"must_not\":[{\"match\":{\"frontmatter.published\":false}}]}}}","suggestedQueryInsight":"{\"query\":{\"bool\":{\"must\":[{\"more_like_this\":{\"fields\":[\"frontmatter.title\",\"frontmatter.description\",\"body\",\"frontmatter.excerpt\",\"frontmatter.subtitle\"],\"like\":[{\"_index\":\"lleedpartners-mdx\",\"_id\":\"80d8e69d-45b8-544b-8083-2b1b06c2ac90\"}],\"min_term_freq\":1,\"max_query_terms\":50}},{\"match\":{\"fields.langKey\":\"en\"}},{\"match\":{\"frontmatter.category\":\"insight\"}}],\"must_not\":[{\"match\":{\"frontmatter.published\":false}}]}}}","i18n":{"language":"en","languages":["fr-ca","en-ca","en-us","en-mx","en-gb","en-ie","en-sg","en-au","en-nz","fr-fr","fr-ch","fr-lu","fr-be","en","fr"],"defaultLanguage":"en","generateDefaultLanguagePage":true,"routed":true,"originalPath":"/insights/intelligent-document-parsing/","path":"en/insights/intelligent-document-parsing/"}}},
    "staticQueryHashes": ["2915883286","622054173"]}